Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 569 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 62.4 KiB |
| Average record size in memory | 112.2 B |
Variable types
| NUM | 13 |
|---|---|
| BOOL | 1 |
Reproduction
| Analysis started | 2022-01-09 02:00:20.931480 |
|---|---|
| Analysis finished | 2022-01-09 02:00:55.717885 |
| Duration | 34.79 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
perimeter_mean is highly correlated with radius_mean and 4 other fields | High correlation |
radius_mean is highly correlated with perimeter_mean and 4 other fields | High correlation |
area_mean is highly correlated with radius_mean and 4 other fields | High correlation |
concave points_mean is highly correlated with concavity_mean and 1 other fields | High correlation |
concavity_mean is highly correlated with concave points_mean | High correlation |
perimeter_se is highly correlated with radius_se and 1 other fields | High correlation |
radius_se is highly correlated with perimeter_se and 1 other fields | High correlation |
area_se is highly correlated with radius_se and 1 other fields | High correlation |
radius_worst is highly correlated with radius_mean and 4 other fields | High correlation |
perimeter_worst is highly correlated with radius_mean and 4 other fields | High correlation |
area_worst is highly correlated with radius_mean and 4 other fields | High correlation |
concave points_worst is highly correlated with concave points_mean | High correlation |
concavity_mean has 13 (2.3%) zeros | Zeros |
concave points_mean has 13 (2.3%) zeros | Zeros |
concavity_worst has 13 (2.3%) zeros | Zeros |
concave points_worst has 13 (2.3%) zeros | Zeros |
diagnosis
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 357 | 62.7% | |
| 1 | 212 | 37.3% |
| Distinct count | 456 |
|---|---|
| Unique (%) | 80.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.127291739894552 |
|---|---|
| Minimum | 6.981 |
| Maximum | 28.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 6.981 |
|---|---|
| 5-th percentile | 9.5292 |
| Q1 | 11.7 |
| median | 13.37 |
| Q3 | 15.78 |
| 95-th percentile | 20.576 |
| Maximum | 28.11 |
| Range | 21.129 |
| Interquartile range (IQR) | 4.08 |
Descriptive statistics
| Standard deviation | 3.524048826 |
|---|---|
| Coefficient of variation (CV) | 0.2494497099 |
| Kurtosis | 0.8455216229 |
| Mean | 14.12729174 |
| Median Absolute Deviation (MAD) | 1.9 |
| Skewness | 0.9423795717 |
| Sum | 8038.429 |
| Variance | 12.41892013 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 12.34 | 4 | 0.7% | |
| 13.85 | 3 | 0.5% | |
| 12.46 | 3 | 0.5% | |
| 12.18 | 3 | 0.5% | |
| 10.26 | 3 | 0.5% | |
| 12.89 | 3 | 0.5% | |
| 11.71 | 3 | 0.5% | |
| 12.77 | 3 | 0.5% | |
| 13.05 | 3 | 0.5% | |
| 13.17 | 3 | 0.5% | |
| 11.6 | 3 | 0.5% | |
| 11.89 | 3 | 0.5% | |
| 11.06 | 3 | 0.5% | |
| 15.46 | 3 | 0.5% | |
| 13 | 3 | 0.5% | |
| 11.84 | 2 | 0.4% | |
| 12.88 | 2 | 0.4% | |
| 20.18 | 2 | 0.4% | |
| 11.34 | 2 | 0.4% | |
| 13.87 | 2 | 0.4% | |
| 13.66 | 2 | 0.4% | |
| 12.05 | 2 | 0.4% | |
| 11.76 | 2 | 0.4% | |
| 10.51 | 2 | 0.4% | |
| 13.2 | 2 | 0.4% | |
| Other values (431) | 503 | 88.4% |
| Value | Count | Frequency (%) | |
| 6.981 | 1 | 0.2% | |
| 7.691 | 1 | 0.2% | |
| 7.729 | 1 | 0.2% | |
| 7.76 | 1 | 0.2% | |
| 8.196 | 1 | 0.2% | |
| 8.219 | 1 | 0.2% | |
| 8.571 | 1 | 0.2% | |
| 8.597 | 1 | 0.2% | |
| 8.598 | 1 | 0.2% | |
| 8.618 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 28.11 | 1 | 0.2% | |
| 27.42 | 1 | 0.2% | |
| 27.22 | 1 | 0.2% | |
| 25.73 | 1 | 0.2% | |
| 25.22 | 1 | 0.2% | |
| 24.63 | 1 | 0.2% | |
| 24.25 | 1 | 0.2% | |
| 23.51 | 1 | 0.2% | |
| 23.29 | 1 | 0.2% | |
| 23.27 | 1 | 0.2% |
| Distinct count | 522 |
|---|---|
| Unique (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.96903339191564 |
|---|---|
| Minimum | 43.79 |
| Maximum | 188.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 43.79 |
|---|---|
| 5-th percentile | 60.496 |
| Q1 | 75.17 |
| median | 86.24 |
| Q3 | 104.1 |
| 95-th percentile | 135.82 |
| Maximum | 188.5 |
| Range | 144.71 |
| Interquartile range (IQR) | 28.93 |
Descriptive statistics
| Standard deviation | 24.29898104 |
|---|---|
| Coefficient of variation (CV) | 0.2642082899 |
| Kurtosis | 0.9722135477 |
| Mean | 91.96903339 |
| Median Absolute Deviation (MAD) | 12.71 |
| Skewness | 0.9906504254 |
| Sum | 52330.38 |
| Variance | 590.4404795 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 87.76 | 3 | 0.5% | |
| 134.7 | 3 | 0.5% | |
| 82.61 | 3 | 0.5% | |
| 130.7 | 2 | 0.4% | |
| 123.7 | 2 | 0.4% | |
| 71.49 | 2 | 0.4% | |
| 87.21 | 2 | 0.4% | |
| 129.1 | 2 | 0.4% | |
| 117.4 | 2 | 0.4% | |
| 73.34 | 2 | 0.4% | |
| 70.67 | 2 | 0.4% | |
| 85.98 | 2 | 0.4% | |
| 84.08 | 2 | 0.4% | |
| 109.3 | 2 | 0.4% | |
| 88.37 | 2 | 0.4% | |
| 132.9 | 2 | 0.4% | |
| 107.1 | 2 | 0.4% | |
| 94.25 | 2 | 0.4% | |
| 78.83 | 2 | 0.4% | |
| 74.72 | 2 | 0.4% | |
| 103.7 | 2 | 0.4% | |
| 133.8 | 2 | 0.4% | |
| 97.26 | 2 | 0.4% | |
| 58.79 | 2 | 0.4% | |
| 152.1 | 2 | 0.4% | |
| Other values (497) | 516 | 90.7% |
| Value | Count | Frequency (%) | |
| 43.79 | 1 | 0.2% | |
| 47.92 | 1 | 0.2% | |
| 47.98 | 1 | 0.2% | |
| 48.34 | 1 | 0.2% | |
| 51.71 | 1 | 0.2% | |
| 53.27 | 1 | 0.2% | |
| 54.09 | 1 | 0.2% | |
| 54.34 | 1 | 0.2% | |
| 54.42 | 1 | 0.2% | |
| 54.53 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 188.5 | 1 | 0.2% | |
| 186.9 | 1 | 0.2% | |
| 182.1 | 1 | 0.2% | |
| 174.2 | 1 | 0.2% | |
| 171.5 | 1 | 0.2% | |
| 166.2 | 1 | 0.2% | |
| 165.5 | 1 | 0.2% | |
| 158.9 | 1 | 0.2% | |
| 155.1 | 1 | 0.2% | |
| 153.5 | 1 | 0.2% |
| Distinct count | 539 |
|---|---|
| Unique (%) | 94.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 654.8891036906855 |
|---|---|
| Minimum | 143.5 |
| Maximum | 2501.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 143.5 |
|---|---|
| 5-th percentile | 275.78 |
| Q1 | 420.3 |
| median | 551.1 |
| Q3 | 782.7 |
| 95-th percentile | 1309.8 |
| Maximum | 2501 |
| Range | 2357.5 |
| Interquartile range (IQR) | 362.4 |
Descriptive statistics
| Standard deviation | 351.9141292 |
|---|---|
| Coefficient of variation (CV) | 0.5373644594 |
| Kurtosis | 3.652302762 |
| Mean | 654.8891037 |
| Median Absolute Deviation (MAD) | 153.3 |
| Skewness | 1.645732176 |
| Sum | 372631.9 |
| Variance | 123843.5543 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 512.2 | 3 | 0.5% | |
| 420.3 | 2 | 0.4% | |
| 684.5 | 2 | 0.4% | |
| 477.3 | 2 | 0.4% | |
| 466.1 | 2 | 0.4% | |
| 537.3 | 2 | 0.4% | |
| 361.6 | 2 | 0.4% | |
| 561 | 2 | 0.4% | |
| 399.8 | 2 | 0.4% | |
| 1264 | 2 | 0.4% | |
| 520 | 2 | 0.4% | |
| 394.1 | 2 | 0.4% | |
| 559.2 | 2 | 0.4% | |
| 1075 | 2 | 0.4% | |
| 758.6 | 2 | 0.4% | |
| 658.8 | 2 | 0.4% | |
| 514.3 | 2 | 0.4% | |
| 1214 | 2 | 0.4% | |
| 321.6 | 2 | 0.4% | |
| 641.2 | 2 | 0.4% | |
| 506.3 | 2 | 0.4% | |
| 432 | 2 | 0.4% | |
| 1076 | 2 | 0.4% | |
| 1138 | 2 | 0.4% | |
| 372.7 | 2 | 0.4% | |
| Other values (514) | 518 | 91.0% |
| Value | Count | Frequency (%) | |
| 143.5 | 1 | 0.2% | |
| 170.4 | 1 | 0.2% | |
| 178.8 | 1 | 0.2% | |
| 181 | 1 | 0.2% | |
| 201.9 | 1 | 0.2% | |
| 203.9 | 1 | 0.2% | |
| 221.2 | 1 | 0.2% | |
| 221.3 | 1 | 0.2% | |
| 221.8 | 1 | 0.2% | |
| 224.5 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2501 | 1 | 0.2% | |
| 2499 | 1 | 0.2% | |
| 2250 | 1 | 0.2% | |
| 2010 | 1 | 0.2% | |
| 1878 | 1 | 0.2% | |
| 1841 | 1 | 0.2% | |
| 1761 | 1 | 0.2% | |
| 1747 | 1 | 0.2% | |
| 1686 | 1 | 0.2% | |
| 1685 | 1 | 0.2% |
| Distinct count | 537 |
|---|---|
| Unique (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0887993158172232 |
|---|---|
| Minimum | 0.0 |
| Maximum | 0.4268 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0049826 |
| Q1 | 0.02956 |
| median | 0.06154 |
| Q3 | 0.1307 |
| 95-th percentile | 0.24302 |
| Maximum | 0.4268 |
| Range | 0.4268 |
| Interquartile range (IQR) | 0.10114 |
Descriptive statistics
| Standard deviation | 0.07971980871 |
|---|---|
| Coefficient of variation (CV) | 0.8977525105 |
| Kurtosis | 1.998637529 |
| Mean | 0.08879931582 |
| Median Absolute Deviation (MAD) | 0.04046 |
| Skewness | 1.401179739 |
| Sum | 50.5268107 |
| Variance | 0.0063552479 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.1204 | 3 | 0.5% | |
| 0.1974 | 2 | 0.4% | |
| 0.1007 | 2 | 0.4% | |
| 0.1115 | 2 | 0.4% | |
| 0.01342 | 2 | 0.4% | |
| 0.01972 | 2 | 0.4% | |
| 0.2448 | 2 | 0.4% | |
| 0.2417 | 2 | 0.4% | |
| 0.02995 | 2 | 0.4% | |
| 0.2133 | 2 | 0.4% | |
| 0.1085 | 2 | 0.4% | |
| 0.05892 | 2 | 0.4% | |
| 0.02688 | 2 | 0.4% | |
| 0.101 | 2 | 0.4% | |
| 0.03344 | 2 | 0.4% | |
| 0.01997 | 2 | 0.4% | |
| 0.1103 | 2 | 0.4% | |
| 0.08422 | 2 | 0.4% | |
| 0.06726 | 2 | 0.4% | |
| 0.04201 | 1 | 0.2% | |
| 0.005006 | 1 | 0.2% | |
| 0.313 | 1 | 0.2% | |
| 0.01123 | 1 | 0.2% | |
| 0.07107 | 1 | 0.2% | |
| Other values (512) | 512 | 90.0% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.000692 | 1 | 0.2% | |
| 0.0009737 | 1 | 0.2% | |
| 0.001194 | 1 | 0.2% | |
| 0.001461 | 1 | 0.2% | |
| 0.001487 | 1 | 0.2% | |
| 0.001546 | 1 | 0.2% | |
| 0.001595 | 1 | 0.2% | |
| 0.001597 | 1 | 0.2% | |
| 0.00186 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.4268 | 1 | 0.2% | |
| 0.4264 | 1 | 0.2% | |
| 0.4108 | 1 | 0.2% | |
| 0.3754 | 1 | 0.2% | |
| 0.3635 | 1 | 0.2% | |
| 0.3523 | 1 | 0.2% | |
| 0.3514 | 1 | 0.2% | |
| 0.3368 | 1 | 0.2% | |
| 0.3339 | 1 | 0.2% | |
| 0.3201 | 1 | 0.2% |
| Distinct count | 542 |
|---|---|
| Unique (%) | 95.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04891914586994728 |
|---|---|
| Minimum | 0.0 |
| Maximum | 0.2012 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0056208 |
| Q1 | 0.02031 |
| median | 0.0335 |
| Q3 | 0.074 |
| 95-th percentile | 0.12574 |
| Maximum | 0.2012 |
| Range | 0.2012 |
| Interquartile range (IQR) | 0.05369 |
Descriptive statistics
| Standard deviation | 0.03880284486 |
|---|---|
| Coefficient of variation (CV) | 0.7932036459 |
| Kurtosis | 1.066555703 |
| Mean | 0.04891914587 |
| Median Absolute Deviation (MAD) | 0.02014 |
| Skewness | 1.171180081 |
| Sum | 27.834994 |
| Variance | 0.001505660769 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.02864 | 3 | 0.5% | |
| 0.02377 | 2 | 0.4% | |
| 0.02031 | 2 | 0.4% | |
| 0.1471 | 2 | 0.4% | |
| 0.01924 | 2 | 0.4% | |
| 0.06462 | 2 | 0.4% | |
| 0.02594 | 2 | 0.4% | |
| 0.02272 | 2 | 0.4% | |
| 0.1242 | 2 | 0.4% | |
| 0.05778 | 2 | 0.4% | |
| 0.1043 | 2 | 0.4% | |
| 0.02369 | 2 | 0.4% | |
| 0.05252 | 2 | 0.4% | |
| 0.01615 | 2 | 0.4% | |
| 0.04107 | 1 | 0.2% | |
| 0.01406 | 1 | 0.2% | |
| 0.01043 | 1 | 0.2% | |
| 0.01216 | 1 | 0.2% | |
| 0.04408 | 1 | 0.2% | |
| 0.007937 | 1 | 0.2% | |
| 0.09961 | 1 | 0.2% | |
| 0.07038 | 1 | 0.2% | |
| 0.02877 | 1 | 0.2% | |
| 0.01364 | 1 | 0.2% | |
| Other values (517) | 517 | 90.9% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.001852 | 1 | 0.2% | |
| 0.002404 | 1 | 0.2% | |
| 0.002924 | 1 | 0.2% | |
| 0.002941 | 1 | 0.2% | |
| 0.003125 | 1 | 0.2% | |
| 0.003261 | 1 | 0.2% | |
| 0.003333 | 1 | 0.2% | |
| 0.003472 | 1 | 0.2% | |
| 0.004167 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.2012 | 1 | 0.2% | |
| 0.1913 | 1 | 0.2% | |
| 0.1878 | 1 | 0.2% | |
| 0.1845 | 1 | 0.2% | |
| 0.1823 | 1 | 0.2% | |
| 0.1689 | 1 | 0.2% | |
| 0.162 | 1 | 0.2% | |
| 0.1604 | 1 | 0.2% | |
| 0.1595 | 1 | 0.2% | |
| 0.1562 | 1 | 0.2% |
| Distinct count | 540 |
|---|---|
| Unique (%) | 94.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.40517205623901575 |
|---|---|
| Minimum | 0.1115 |
| Maximum | 2.873 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.1115 |
|---|---|
| 5-th percentile | 0.1601 |
| Q1 | 0.2324 |
| median | 0.3242 |
| Q3 | 0.4789 |
| 95-th percentile | 0.95952 |
| Maximum | 2.873 |
| Range | 2.7615 |
| Interquartile range (IQR) | 0.2465 |
Descriptive statistics
| Standard deviation | 0.277312733 |
|---|---|
| Coefficient of variation (CV) | 0.6844320301 |
| Kurtosis | 17.68672597 |
| Mean | 0.4051720562 |
| Median Absolute Deviation (MAD) | 0.106 |
| Skewness | 3.088612166 |
| Sum | 230.5429 |
| Variance | 0.07690235188 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.2204 | 3 | 0.5% | |
| 0.286 | 3 | 0.5% | |
| 0.5079 | 2 | 0.4% | |
| 0.2976 | 2 | 0.4% | |
| 0.184 | 2 | 0.4% | |
| 0.163 | 2 | 0.4% | |
| 0.403 | 2 | 0.4% | |
| 0.4101 | 2 | 0.4% | |
| 0.3276 | 2 | 0.4% | |
| 0.2577 | 2 | 0.4% | |
| 0.1601 | 2 | 0.4% | |
| 0.2621 | 2 | 0.4% | |
| 0.1924 | 2 | 0.4% | |
| 0.2239 | 2 | 0.4% | |
| 0.338 | 2 | 0.4% | |
| 0.5959 | 2 | 0.4% | |
| 0.2315 | 2 | 0.4% | |
| 0.3534 | 2 | 0.4% | |
| 0.2351 | 2 | 0.4% | |
| 0.2957 | 2 | 0.4% | |
| 0.1532 | 2 | 0.4% | |
| 0.306 | 2 | 0.4% | |
| 0.2562 | 2 | 0.4% | |
| 0.243 | 2 | 0.4% | |
| 0.2684 | 2 | 0.4% | |
| Other values (515) | 517 | 90.9% |
| Value | Count | Frequency (%) | |
| 0.1115 | 1 | 0.2% | |
| 0.1144 | 1 | 0.2% | |
| 0.1153 | 1 | 0.2% | |
| 0.1166 | 1 | 0.2% | |
| 0.1186 | 1 | 0.2% | |
| 0.1194 | 1 | 0.2% | |
| 0.1199 | 1 | 0.2% | |
| 0.121 | 1 | 0.2% | |
| 0.1267 | 1 | 0.2% | |
| 0.1302 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 2.873 | 1 | 0.2% | |
| 2.547 | 1 | 0.2% | |
| 1.509 | 1 | 0.2% | |
| 1.37 | 1 | 0.2% | |
| 1.296 | 1 | 0.2% | |
| 1.292 | 1 | 0.2% | |
| 1.291 | 1 | 0.2% | |
| 1.215 | 1 | 0.2% | |
| 1.214 | 1 | 0.2% | |
| 1.207 | 1 | 0.2% |
| Distinct count | 533 |
|---|---|
| Unique (%) | 93.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8660592267135327 |
|---|---|
| Minimum | 0.757 |
| Maximum | 21.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.757 |
|---|---|
| 5-th percentile | 1.1328 |
| Q1 | 1.606 |
| median | 2.287 |
| Q3 | 3.357 |
| 95-th percentile | 7.0416 |
| Maximum | 21.98 |
| Range | 21.223 |
| Interquartile range (IQR) | 1.751 |
Descriptive statistics
| Standard deviation | 2.021854554 |
|---|---|
| Coefficient of variation (CV) | 0.7054475829 |
| Kurtosis | 21.40190493 |
| Mean | 2.866059227 |
| Median Absolute Deviation (MAD) | 0.77 |
| Skewness | 3.443615202 |
| Sum | 1630.7877 |
| Variance | 4.087895838 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.778 | 4 | 0.7% | |
| 2.225 | 2 | 0.4% | |
| 1.535 | 2 | 0.4% | |
| 2.903 | 2 | 0.4% | |
| 2.406 | 2 | 0.4% | |
| 2.363 | 2 | 0.4% | |
| 2.097 | 2 | 0.4% | |
| 1.491 | 2 | 0.4% | |
| 1.471 | 2 | 0.4% | |
| 1.597 | 2 | 0.4% | |
| 3.767 | 2 | 0.4% | |
| 1.566 | 2 | 0.4% | |
| 3.564 | 2 | 0.4% | |
| 2.765 | 2 | 0.4% | |
| 2.155 | 2 | 0.4% | |
| 1.445 | 2 | 0.4% | |
| 1.101 | 2 | 0.4% | |
| 1.143 | 2 | 0.4% | |
| 1.667 | 2 | 0.4% | |
| 3.008 | 2 | 0.4% | |
| 1.959 | 2 | 0.4% | |
| 2.873 | 2 | 0.4% | |
| 2.569 | 2 | 0.4% | |
| 2.23 | 2 | 0.4% | |
| 2.747 | 2 | 0.4% | |
| Other values (508) | 517 | 90.9% |
| Value | Count | Frequency (%) | |
| 0.757 | 1 | 0.2% | |
| 0.7714 | 1 | 0.2% | |
| 0.8439 | 1 | 0.2% | |
| 0.8484 | 1 | 0.2% | |
| 0.873 | 1 | 0.2% | |
| 0.9219 | 1 | 0.2% | |
| 0.968 | 1 | 0.2% | |
| 0.9812 | 1 | 0.2% | |
| 0.9857 | 1 | 0.2% | |
| 0.9887 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 21.98 | 1 | 0.2% | |
| 18.65 | 1 | 0.2% | |
| 11.07 | 1 | 0.2% | |
| 10.12 | 1 | 0.2% | |
| 10.05 | 1 | 0.2% | |
| 9.807 | 1 | 0.2% | |
| 9.635 | 1 | 0.2% | |
| 9.424 | 1 | 0.2% | |
| 8.867 | 1 | 0.2% | |
| 8.83 | 1 | 0.2% |
| Distinct count | 528 |
|---|---|
| Unique (%) | 92.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.337079086116 |
|---|---|
| Minimum | 6.802 |
| Maximum | 542.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 6.802 |
|---|---|
| 5-th percentile | 11.36 |
| Q1 | 17.85 |
| median | 24.53 |
| Q3 | 45.19 |
| 95-th percentile | 115.8 |
| Maximum | 542.2 |
| Range | 535.398 |
| Interquartile range (IQR) | 27.34 |
Descriptive statistics
| Standard deviation | 45.49100552 |
|---|---|
| Coefficient of variation (CV) | 1.127771434 |
| Kurtosis | 49.20907651 |
| Mean | 40.33707909 |
| Median Absolute Deviation (MAD) | 9.19 |
| Skewness | 5.447186285 |
| Sum | 22951.798 |
| Variance | 2069.431583 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 18.54 | 3 | 0.5% | |
| 16.97 | 3 | 0.5% | |
| 17.67 | 3 | 0.5% | |
| 16.64 | 3 | 0.5% | |
| 34.37 | 2 | 0.4% | |
| 19.87 | 2 | 0.4% | |
| 20.74 | 2 | 0.4% | |
| 12.67 | 2 | 0.4% | |
| 15.24 | 2 | 0.4% | |
| 22.79 | 2 | 0.4% | |
| 44.41 | 2 | 0.4% | |
| 23.92 | 2 | 0.4% | |
| 20.98 | 2 | 0.4% | |
| 15.75 | 2 | 0.4% | |
| 16.39 | 2 | 0.4% | |
| 18.15 | 2 | 0.4% | |
| 11.28 | 2 | 0.4% | |
| 19.53 | 2 | 0.4% | |
| 17.74 | 2 | 0.4% | |
| 11.36 | 2 | 0.4% | |
| 17.85 | 2 | 0.4% | |
| 22.22 | 2 | 0.4% | |
| 17.86 | 2 | 0.4% | |
| 20.2 | 2 | 0.4% | |
| 33.01 | 2 | 0.4% | |
| Other values (503) | 515 | 90.5% |
| Value | Count | Frequency (%) | |
| 6.802 | 1 | 0.2% | |
| 7.228 | 1 | 0.2% | |
| 7.254 | 1 | 0.2% | |
| 7.326 | 1 | 0.2% | |
| 8.205 | 1 | 0.2% | |
| 8.322 | 1 | 0.2% | |
| 8.605 | 1 | 0.2% | |
| 8.955 | 1 | 0.2% | |
| 8.966 | 1 | 0.2% | |
| 9.006 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 542.2 | 1 | 0.2% | |
| 525.6 | 1 | 0.2% | |
| 233 | 1 | 0.2% | |
| 224.1 | 1 | 0.2% | |
| 199.7 | 1 | 0.2% | |
| 180.2 | 1 | 0.2% | |
| 176.5 | 1 | 0.2% | |
| 170 | 1 | 0.2% | |
| 164.1 | 1 | 0.2% | |
| 158.7 | 1 | 0.2% |
| Distinct count | 457 |
|---|---|
| Unique (%) | 80.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.269189806678387 |
|---|---|
| Minimum | 7.93 |
| Maximum | 36.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 7.93 |
|---|---|
| 5-th percentile | 10.534 |
| Q1 | 13.01 |
| median | 14.97 |
| Q3 | 18.79 |
| 95-th percentile | 25.64 |
| Maximum | 36.04 |
| Range | 28.11 |
| Interquartile range (IQR) | 5.78 |
Descriptive statistics
| Standard deviation | 4.83324158 |
|---|---|
| Coefficient of variation (CV) | 0.2970794267 |
| Kurtosis | 0.9440895759 |
| Mean | 16.26918981 |
| Median Absolute Deviation (MAD) | 2.46 |
| Skewness | 1.103115206 |
| Sum | 9257.169 |
| Variance | 23.36022418 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 12.36 | 5 | 0.9% | |
| 13.5 | 4 | 0.7% | |
| 13.34 | 4 | 0.7% | |
| 15.53 | 3 | 0.5% | |
| 19.85 | 3 | 0.5% | |
| 13.75 | 3 | 0.5% | |
| 12.4 | 3 | 0.5% | |
| 16.76 | 3 | 0.5% | |
| 12.84 | 3 | 0.5% | |
| 16.11 | 3 | 0.5% | |
| 13.35 | 3 | 0.5% | |
| 13.74 | 3 | 0.5% | |
| 15.11 | 3 | 0.5% | |
| 11.92 | 3 | 0.5% | |
| 12.98 | 3 | 0.5% | |
| 15.05 | 3 | 0.5% | |
| 14.91 | 3 | 0.5% | |
| 13.45 | 3 | 0.5% | |
| 14.8 | 3 | 0.5% | |
| 16.41 | 3 | 0.5% | |
| 13.06 | 3 | 0.5% | |
| 16.46 | 3 | 0.5% | |
| 15.14 | 3 | 0.5% | |
| 14.24 | 2 | 0.4% | |
| 14.2 | 2 | 0.4% | |
| Other values (432) | 492 | 86.5% |
| Value | Count | Frequency (%) | |
| 7.93 | 1 | 0.2% | |
| 8.678 | 1 | 0.2% | |
| 8.952 | 1 | 0.2% | |
| 8.964 | 1 | 0.2% | |
| 9.077 | 1 | 0.2% | |
| 9.092 | 1 | 0.2% | |
| 9.262 | 1 | 0.2% | |
| 9.414 | 1 | 0.2% | |
| 9.456 | 1 | 0.2% | |
| 9.473 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 36.04 | 1 | 0.2% | |
| 33.13 | 1 | 0.2% | |
| 33.12 | 1 | 0.2% | |
| 32.49 | 1 | 0.2% | |
| 31.01 | 1 | 0.2% | |
| 30.79 | 1 | 0.2% | |
| 30.75 | 1 | 0.2% | |
| 30.67 | 1 | 0.2% | |
| 30 | 1 | 0.2% | |
| 29.92 | 1 | 0.2% |
| Distinct count | 514 |
|---|---|
| Unique (%) | 90.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.26121265377857 |
|---|---|
| Minimum | 50.41 |
| Maximum | 251.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 50.41 |
|---|---|
| 5-th percentile | 67.856 |
| Q1 | 84.11 |
| median | 97.66 |
| Q3 | 125.4 |
| 95-th percentile | 171.64 |
| Maximum | 251.2 |
| Range | 200.79 |
| Interquartile range (IQR) | 41.29 |
Descriptive statistics
| Standard deviation | 33.60254227 |
|---|---|
| Coefficient of variation (CV) | 0.3132776652 |
| Kurtosis | 1.070149667 |
| Mean | 107.2612127 |
| Median Absolute Deviation (MAD) | 16.87 |
| Skewness | 1.128163871 |
| Sum | 61031.63 |
| Variance | 1129.130847 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 117.7 | 3 | 0.5% | |
| 101.7 | 3 | 0.5% | |
| 105.9 | 3 | 0.5% | |
| 112 | 2 | 0.4% | |
| 85.07 | 2 | 0.4% | |
| 113.8 | 2 | 0.4% | |
| 170.3 | 2 | 0.4% | |
| 76.51 | 2 | 0.4% | |
| 84.53 | 2 | 0.4% | |
| 101.2 | 2 | 0.4% | |
| 160.5 | 2 | 0.4% | |
| 78.27 | 2 | 0.4% | |
| 129 | 2 | 0.4% | |
| 100.9 | 2 | 0.4% | |
| 87.36 | 2 | 0.4% | |
| 115.9 | 2 | 0.4% | |
| 129.3 | 2 | 0.4% | |
| 108.6 | 2 | 0.4% | |
| 79.73 | 2 | 0.4% | |
| 102.5 | 2 | 0.4% | |
| 184.6 | 2 | 0.4% | |
| 113.1 | 2 | 0.4% | |
| 87.22 | 2 | 0.4% | |
| 123.5 | 2 | 0.4% | |
| 92.04 | 2 | 0.4% | |
| Other values (489) | 516 | 90.7% |
| Value | Count | Frequency (%) | |
| 50.41 | 1 | 0.2% | |
| 54.49 | 1 | 0.2% | |
| 56.65 | 1 | 0.2% | |
| 57.17 | 1 | 0.2% | |
| 57.26 | 1 | 0.2% | |
| 58.08 | 1 | 0.2% | |
| 58.36 | 1 | 0.2% | |
| 59.16 | 1 | 0.2% | |
| 59.9 | 1 | 0.2% | |
| 60.9 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 251.2 | 1 | 0.2% | |
| 229.3 | 1 | 0.2% | |
| 220.8 | 1 | 0.2% | |
| 214 | 1 | 0.2% | |
| 211.7 | 1 | 0.2% | |
| 211.5 | 1 | 0.2% | |
| 206.8 | 1 | 0.2% | |
| 206 | 1 | 0.2% | |
| 205.7 | 1 | 0.2% | |
| 202.4 | 1 | 0.2% |
| Distinct count | 544 |
|---|---|
| Unique (%) | 95.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 880.5831282952548 |
|---|---|
| Minimum | 185.2 |
| Maximum | 4254.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 185.2 |
|---|---|
| 5-th percentile | 331.06 |
| Q1 | 515.3 |
| median | 686.5 |
| Q3 | 1084 |
| 95-th percentile | 2009.6 |
| Maximum | 4254 |
| Range | 4068.8 |
| Interquartile range (IQR) | 568.7 |
Descriptive statistics
| Standard deviation | 569.3569927 |
|---|---|
| Coefficient of variation (CV) | 0.6465681369 |
| Kurtosis | 4.396394829 |
| Mean | 880.5831283 |
| Median Absolute Deviation (MAD) | 215.6 |
| Skewness | 1.859373272 |
| Sum | 501051.8 |
| Variance | 324167.3851 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 708.8 | 2 | 0.4% | |
| 698.8 | 2 | 0.4% | |
| 439.6 | 2 | 0.4% | |
| 706 | 2 | 0.4% | |
| 458 | 2 | 0.4% | |
| 284.4 | 2 | 0.4% | |
| 808.9 | 2 | 0.4% | |
| 546.7 | 2 | 0.4% | |
| 1261 | 2 | 0.4% | |
| 547.4 | 2 | 0.4% | |
| 830.5 | 2 | 0.4% | |
| 624.1 | 2 | 0.4% | |
| 489.5 | 2 | 0.4% | |
| 1210 | 2 | 0.4% | |
| 1437 | 2 | 0.4% | |
| 733.5 | 2 | 0.4% | |
| 1623 | 2 | 0.4% | |
| 402.8 | 2 | 0.4% | |
| 725.9 | 2 | 0.4% | |
| 749.9 | 2 | 0.4% | |
| 1750 | 2 | 0.4% | |
| 472.4 | 2 | 0.4% | |
| 1603 | 2 | 0.4% | |
| 1269 | 2 | 0.4% | |
| 826.4 | 2 | 0.4% | |
| Other values (519) | 519 | 91.2% |
| Value | Count | Frequency (%) | |
| 185.2 | 1 | 0.2% | |
| 223.6 | 1 | 0.2% | |
| 240.1 | 1 | 0.2% | |
| 242.2 | 1 | 0.2% | |
| 248 | 1 | 0.2% | |
| 249.8 | 1 | 0.2% | |
| 259.2 | 1 | 0.2% | |
| 268.6 | 1 | 0.2% | |
| 270 | 1 | 0.2% | |
| 273.9 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 4254 | 1 | 0.2% | |
| 3432 | 1 | 0.2% | |
| 3234 | 1 | 0.2% | |
| 3216 | 1 | 0.2% | |
| 3143 | 1 | 0.2% | |
| 2944 | 1 | 0.2% | |
| 2906 | 1 | 0.2% | |
| 2782 | 1 | 0.2% | |
| 2642 | 1 | 0.2% | |
| 2615 | 1 | 0.2% |
| Distinct count | 539 |
|---|---|
| Unique (%) | 94.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27218848330404216 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.252 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01836 |
| Q1 | 0.1145 |
| median | 0.2267 |
| Q3 | 0.3829 |
| 95-th percentile | 0.68238 |
| Maximum | 1.252 |
| Range | 1.252 |
| Interquartile range (IQR) | 0.2684 |
Descriptive statistics
| Standard deviation | 0.2086242806 |
|---|---|
| Coefficient of variation (CV) | 0.7664699038 |
| Kurtosis | 1.615253298 |
| Mean | 0.2721884833 |
| Median Absolute Deviation (MAD) | 0.132 |
| Skewness | 1.150236822 |
| Sum | 154.875247 |
| Variance | 0.04352409046 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.1377 | 3 | 0.5% | |
| 0.4504 | 3 | 0.5% | |
| 0.2866 | 2 | 0.4% | |
| 0.3853 | 2 | 0.4% | |
| 0.3344 | 2 | 0.4% | |
| 0.363 | 2 | 0.4% | |
| 0.1423 | 2 | 0.4% | |
| 0.1804 | 2 | 0.4% | |
| 0.256 | 2 | 0.4% | |
| 0.1791 | 2 | 0.4% | |
| 0.2298 | 2 | 0.4% | |
| 0.1811 | 2 | 0.4% | |
| 0.2644 | 2 | 0.4% | |
| 0.3965 | 2 | 0.4% | |
| 0.1564 | 2 | 0.4% | |
| 0.4024 | 2 | 0.4% | |
| 0.3879 | 1 | 0.2% | |
| 0.04043 | 1 | 0.2% | |
| 0.221 | 1 | 0.2% | |
| 0.5553 | 1 | 0.2% | |
| 0.02533 | 1 | 0.2% | |
| 0.6599 | 1 | 0.2% | |
| 0.2267 | 1 | 0.2% | |
| 0.4341 | 1 | 0.2% | |
| Other values (514) | 514 | 90.3% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.001845 | 1 | 0.2% | |
| 0.003581 | 1 | 0.2% | |
| 0.004955 | 1 | 0.2% | |
| 0.005518 | 1 | 0.2% | |
| 0.005579 | 1 | 0.2% | |
| 0.00692 | 1 | 0.2% | |
| 0.007732 | 1 | 0.2% | |
| 0.007977 | 1 | 0.2% | |
| 0.01005 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1.252 | 1 | 0.2% | |
| 1.17 | 1 | 0.2% | |
| 1.105 | 1 | 0.2% | |
| 0.9608 | 1 | 0.2% | |
| 0.9387 | 1 | 0.2% | |
| 0.9034 | 1 | 0.2% | |
| 0.9019 | 1 | 0.2% | |
| 0.8489 | 1 | 0.2% | |
| 0.8488 | 1 | 0.2% | |
| 0.8402 | 1 | 0.2% |
| Distinct count | 492 |
|---|---|
| Unique (%) | 86.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11460622319859401 |
|---|---|
| Minimum | 0.0 |
| Maximum | 0.291 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.024286 |
| Q1 | 0.06493 |
| median | 0.09993 |
| Q3 | 0.1614 |
| 95-th percentile | 0.23692 |
| Maximum | 0.291 |
| Range | 0.291 |
| Interquartile range (IQR) | 0.09647 |
Descriptive statistics
| Standard deviation | 0.0657323412 |
|---|---|
| Coefficient of variation (CV) | 0.5735494929 |
| Kurtosis | -0.5355351225 |
| Mean | 0.1146062232 |
| Median Absolute Deviation (MAD) | 0.04457 |
| Skewness | 0.4926155269 |
| Sum | 65.210941 |
| Variance | 0.004320740679 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.06296 | 3 | 0.5% | |
| 0.07431 | 3 | 0.5% | |
| 0.1708 | 3 | 0.5% | |
| 0.04306 | 3 | 0.5% | |
| 0.1827 | 3 | 0.5% | |
| 0.05556 | 3 | 0.5% | |
| 0.1218 | 3 | 0.5% | |
| 0.02564 | 3 | 0.5% | |
| 0.1105 | 3 | 0.5% | |
| 0.1407 | 2 | 0.4% | |
| 0.1155 | 2 | 0.4% | |
| 0.1732 | 2 | 0.4% | |
| 0.07926 | 2 | 0.4% | |
| 0.1075 | 2 | 0.4% | |
| 0.1613 | 2 | 0.4% | |
| 0.08235 | 2 | 0.4% | |
| 0.03846 | 2 | 0.4% | |
| 0.06528 | 2 | 0.4% | |
| 0.1841 | 2 | 0.4% | |
| 0.0914 | 2 | 0.4% | |
| 0.0589 | 2 | 0.4% | |
| 0.04815 | 2 | 0.4% | |
| 0.1374 | 2 | 0.4% | |
| 0.2475 | 2 | 0.4% | |
| Other values (467) | 499 | 87.7% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.3% | |
| 0.008772 | 1 | 0.2% | |
| 0.009259 | 1 | 0.2% | |
| 0.01042 | 1 | 0.2% | |
| 0.01111 | 2 | 0.4% | |
| 0.01389 | 1 | 0.2% | |
| 0.01635 | 1 | 0.2% | |
| 0.01667 | 1 | 0.2% | |
| 0.01852 | 1 | 0.2% | |
| 0.02022 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0.291 | 1 | 0.2% | |
| 0.2903 | 1 | 0.2% | |
| 0.2867 | 1 | 0.2% | |
| 0.2756 | 1 | 0.2% | |
| 0.2733 | 1 | 0.2% | |
| 0.2701 | 1 | 0.2% | |
| 0.2688 | 1 | 0.2% | |
| 0.2685 | 1 | 0.2% | |
| 0.2654 | 1 | 0.2% | |
| 0.265 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| diagnosis | radius_mean | perimeter_mean | area_mean | concavity_mean | concave points_mean | radius_se | perimeter_se | area_se | radius_worst | perimeter_worst | area_worst | concavity_worst | concave points_worst | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 17.99 | 122.80 | 1001.0 | 0.30010 | 0.14710 | 1.0950 | 8.589 | 153.40 | 25.38 | 184.60 | 2019.0 | 0.7119 | 0.2654 |
| 1 | 1 | 20.57 | 132.90 | 1326.0 | 0.08690 | 0.07017 | 0.5435 | 3.398 | 74.08 | 24.99 | 158.80 | 1956.0 | 0.2416 | 0.1860 |
| 2 | 1 | 19.69 | 130.00 | 1203.0 | 0.19740 | 0.12790 | 0.7456 | 4.585 | 94.03 | 23.57 | 152.50 | 1709.0 | 0.4504 | 0.2430 |
| 3 | 1 | 11.42 | 77.58 | 386.1 | 0.24140 | 0.10520 | 0.4956 | 3.445 | 27.23 | 14.91 | 98.87 | 567.7 | 0.6869 | 0.2575 |
| 4 | 1 | 20.29 | 135.10 | 1297.0 | 0.19800 | 0.10430 | 0.7572 | 5.438 | 94.44 | 22.54 | 152.20 | 1575.0 | 0.4000 | 0.1625 |
| 5 | 1 | 12.45 | 82.57 | 477.1 | 0.15780 | 0.08089 | 0.3345 | 2.217 | 27.19 | 15.47 | 103.40 | 741.6 | 0.5355 | 0.1741 |
| 6 | 1 | 18.25 | 119.60 | 1040.0 | 0.11270 | 0.07400 | 0.4467 | 3.180 | 53.91 | 22.88 | 153.20 | 1606.0 | 0.3784 | 0.1932 |
| 7 | 1 | 13.71 | 90.20 | 577.9 | 0.09366 | 0.05985 | 0.5835 | 3.856 | 50.96 | 17.06 | 110.60 | 897.0 | 0.2678 | 0.1556 |
| 8 | 1 | 13.00 | 87.50 | 519.8 | 0.18590 | 0.09353 | 0.3063 | 2.406 | 24.32 | 15.49 | 106.20 | 739.3 | 0.5390 | 0.2060 |
| 9 | 1 | 12.46 | 83.97 | 475.9 | 0.22730 | 0.08543 | 0.2976 | 2.039 | 23.94 | 15.09 | 97.65 | 711.4 | 1.1050 | 0.2210 |
Last rows
| diagnosis | radius_mean | perimeter_mean | area_mean | concavity_mean | concave points_mean | radius_se | perimeter_se | area_se | radius_worst | perimeter_worst | area_worst | concavity_worst | concave points_worst | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 559 | 0 | 11.51 | 74.52 | 403.5 | 0.11120 | 0.04105 | 0.2388 | 1.936 | 16.97 | 12.480 | 82.28 | 474.2 | 0.3630 | 0.09653 |
| 560 | 0 | 14.05 | 91.38 | 600.4 | 0.04462 | 0.04304 | 0.3645 | 2.888 | 29.84 | 15.300 | 100.20 | 706.7 | 0.1326 | 0.10480 |
| 561 | 0 | 11.20 | 70.67 | 386.0 | 0.00000 | 0.00000 | 0.3141 | 2.041 | 22.81 | 11.920 | 75.19 | 439.6 | 0.0000 | 0.00000 |
| 562 | 1 | 15.22 | 103.40 | 716.9 | 0.25500 | 0.09429 | 0.2602 | 2.362 | 22.65 | 17.520 | 128.70 | 915.0 | 1.1700 | 0.23560 |
| 563 | 1 | 20.92 | 143.00 | 1347.0 | 0.31740 | 0.14740 | 0.9622 | 8.758 | 118.80 | 24.290 | 179.10 | 1819.0 | 0.6599 | 0.25420 |
| 564 | 1 | 21.56 | 142.00 | 1479.0 | 0.24390 | 0.13890 | 1.1760 | 7.673 | 158.70 | 25.450 | 166.10 | 2027.0 | 0.4107 | 0.22160 |
| 565 | 1 | 20.13 | 131.20 | 1261.0 | 0.14400 | 0.09791 | 0.7655 | 5.203 | 99.04 | 23.690 | 155.00 | 1731.0 | 0.3215 | 0.16280 |
| 566 | 1 | 16.60 | 108.30 | 858.1 | 0.09251 | 0.05302 | 0.4564 | 3.425 | 48.55 | 18.980 | 126.70 | 1124.0 | 0.3403 | 0.14180 |
| 567 | 1 | 20.60 | 140.10 | 1265.0 | 0.35140 | 0.15200 | 0.7260 | 5.772 | 86.22 | 25.740 | 184.60 | 1821.0 | 0.9387 | 0.26500 |
| 568 | 0 | 7.76 | 47.92 | 181.0 | 0.00000 | 0.00000 | 0.3857 | 2.548 | 19.15 | 9.456 | 59.16 | 268.6 | 0.0000 | 0.00000 |